The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated
Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important org...
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Veröffentlicht in: | Parasitology 2008-09, Vol.135 (10), p.1225-1235 |
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description | Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. Estimating the extent of zero-inflation is important for effective statistical analysis and for the accurate identification of genetically resistant animals. |
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J. ; STEAR, M. J. ; MATTHEWS, L. ; REID, S. W. J. ; TOFT, N. ; INNOCENT, G. T.</creator><creatorcontrib>DENWOOD, M. J. ; STEAR, M. J. ; MATTHEWS, L. ; REID, S. W. J. ; TOFT, N. ; INNOCENT, G. T.</creatorcontrib><description>Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. Estimating the extent of zero-inflation is important for effective statistical analysis and for the accurate identification of genetically resistant animals.</description><identifier>ISSN: 0031-1820</identifier><identifier>EISSN: 1469-8161</identifier><identifier>DOI: 10.1017/S0031182008004708</identifier><identifier>PMID: 18620622</identifier><identifier>CODEN: PARAAE</identifier><language>eng</language><publisher>Cambridge, UK: Cambridge University Press</publisher><subject>Animals ; Bayes Theorem ; Bayesian MCMC ; Biological and medical sciences ; distribution ; Experimental design ; faecal egg count ; Female ; Frequency distribution ; Fundamental and applied biological sciences. Psychology ; General aspects ; General aspects and techniques. Study of several systematic groups. Models ; Invertebrates ; Male ; Markov Chains ; Monte Carlo Method ; Monte Carlo simulation ; Nemathelminthia. Plathelmintha ; Nematode Infections - epidemiology ; Nematode Infections - veterinary ; Nematodirus battus ; Ovis aries ; Parasite Egg Count - veterinary ; Parasites ; Scotland ; Sheep - parasitology ; Sheep Diseases - epidemiology ; Sheep Diseases - parasitology ; Statistical analysis ; Sustainable development ; Zero-inflated negative binomial</subject><ispartof>Parasitology, 2008-09, Vol.135 (10), p.1225-1235</ispartof><rights>Copyright © 2008 Cambridge University Press</rights><rights>2008 INIST-CNRS</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c462t-9d40a6db6749156bbd14d5a5c44b2d8628b5181a424ab5be047d19b27bec4d6c3</citedby><cites>FETCH-LOGICAL-c462t-9d40a6db6749156bbd14d5a5c44b2d8628b5181a424ab5be047d19b27bec4d6c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.cambridge.org/core/product/identifier/S0031182008004708/type/journal_article$$EHTML$$P50$$Gcambridge$$H</linktohtml><link.rule.ids>164,314,777,781,27905,27906,55609</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=20627562$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/18620622$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>DENWOOD, M. J.</creatorcontrib><creatorcontrib>STEAR, M. J.</creatorcontrib><creatorcontrib>MATTHEWS, L.</creatorcontrib><creatorcontrib>REID, S. W. J.</creatorcontrib><creatorcontrib>TOFT, N.</creatorcontrib><creatorcontrib>INNOCENT, G. T.</creatorcontrib><title>The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated</title><title>Parasitology</title><addtitle>Parasitology</addtitle><description>Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. Estimating the extent of zero-inflation is important for effective statistical analysis and for the accurate identification of genetically resistant animals.</description><subject>Animals</subject><subject>Bayes Theorem</subject><subject>Bayesian MCMC</subject><subject>Biological and medical sciences</subject><subject>distribution</subject><subject>Experimental design</subject><subject>faecal egg count</subject><subject>Female</subject><subject>Frequency distribution</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>General aspects</subject><subject>General aspects and techniques. Study of several systematic groups. Models</subject><subject>Invertebrates</subject><subject>Male</subject><subject>Markov Chains</subject><subject>Monte Carlo Method</subject><subject>Monte Carlo simulation</subject><subject>Nemathelminthia. Plathelmintha</subject><subject>Nematode Infections - epidemiology</subject><subject>Nematode Infections - veterinary</subject><subject>Nematodirus battus</subject><subject>Ovis aries</subject><subject>Parasite Egg Count - veterinary</subject><subject>Parasites</subject><subject>Scotland</subject><subject>Sheep - parasitology</subject><subject>Sheep Diseases - epidemiology</subject><subject>Sheep Diseases - parasitology</subject><subject>Statistical analysis</subject><subject>Sustainable development</subject><subject>Zero-inflated negative binomial</subject><issn>0031-1820</issn><issn>1469-8161</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNp1kV9r1jAUxoM43Ov0A3ijZaB31Zw0SdtLHW7KhjK2iXgT8q_vMtvmXZKC-ulNadlg4k3OIed3Dud5DkIvAL8FDPW7C4wrgIZg3GBMa9w8QhugvC0b4PAYbeZyOdf30dMYbzDGvOLkCdqHhhPMCdmg75fXtjAupuDUlJwfC98VKf_tZLr2Wzs6XYx2kMkbW3xZEhemWCiZUg5uLHo5qJzE4o8NvnRj18tkzTO018k-2udrPEBXxx8vjz6VZ19PPh-9Pys15SSVraFYcqN4TVtgXCkD1DDJNKWKmLxmoxg0ICmhUjFls0wDrSK1spoarqsD9GaZuwv-drIxicFFbftejtZPUfCWAc9PBg8fgDd-CmPeTZBsGtQ1mSFYIB18jMF2YhfcIMNvAVjMnot_PM89L9fBkxqsue9YTc7A6xWQUcu-C3LULt5xM1QzPnPlwuVz2F93dRl-Cl5XNRP85Fx8OCanp_z8m_iR-VcL30kv5DbkmVcXBEOFgVEGrMpEtcrJNwrObO296P8L-guybK_P</recordid><startdate>20080901</startdate><enddate>20080901</enddate><creator>DENWOOD, M. 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J.</au><au>STEAR, M. J.</au><au>MATTHEWS, L.</au><au>REID, S. W. J.</au><au>TOFT, N.</au><au>INNOCENT, G. T.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated</atitle><jtitle>Parasitology</jtitle><addtitle>Parasitology</addtitle><date>2008-09-01</date><risdate>2008</risdate><volume>135</volume><issue>10</issue><spage>1225</spage><epage>1235</epage><pages>1225-1235</pages><issn>0031-1820</issn><eissn>1469-8161</eissn><coden>PARAAE</coden><abstract>Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. Estimating the extent of zero-inflation is important for effective statistical analysis and for the accurate identification of genetically resistant animals.</abstract><cop>Cambridge, UK</cop><pub>Cambridge University Press</pub><pmid>18620622</pmid><doi>10.1017/S0031182008004708</doi><tpages>11</tpages></addata></record> |
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subjects | Animals Bayes Theorem Bayesian MCMC Biological and medical sciences distribution Experimental design faecal egg count Female Frequency distribution Fundamental and applied biological sciences. Psychology General aspects General aspects and techniques. Study of several systematic groups. Models Invertebrates Male Markov Chains Monte Carlo Method Monte Carlo simulation Nemathelminthia. Plathelmintha Nematode Infections - epidemiology Nematode Infections - veterinary Nematodirus battus Ovis aries Parasite Egg Count - veterinary Parasites Scotland Sheep - parasitology Sheep Diseases - epidemiology Sheep Diseases - parasitology Statistical analysis Sustainable development Zero-inflated negative binomial |
title | The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated |
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